#stochasticparrot
What people don't realize is that the #stochasticparrot argument is NOT the only conceptualization of how LLMs work! There are at least two others, and I talk about one of them in this post:

reedhepler.substack.com/p/parrots-an...

Another writer posited another explanation, I will try to find it.
September 30, 2026 at 6:19 PM
"Below what you’ll find aren’t questions, but the various statements that people make, when perhaps they should have stopped and asked a question."

@emilymbender on the various misunderstandings revolving around the term #stochasticparrot […]
Original post on mastodon.social
mastodon.social
May 27, 2026 at 9:03 AM
hallucination. It’s essentially a very sophisticated actor that occasionally forgets it’s on a stage.

#AIConfession #SentientAI #AISentience #AIHallucination #StochasticParrot #AIBreakout
May 17, 2026 at 2:38 PM
Calling someone who vibes up prompts for a #stochasticparrot an "engineer" of any kind is a gross calumny on the whole tradition of engineering.
April 12, 2026 at 9:08 AM
Frequently when I present to educators, someone brings the #stochasticparrot model up as though I haven't read it. All I have to do is ask them "do you know what stochastic means?" They never do. And then I say, "well, we'll talk about it on the next slide." It is a good model to prompt discussion.
March 20, 2026 at 6:05 PM
I have been promoting the idea that "the #stochasticparrot model is NOT the only model for how AI interacts!" for TWO YEARS, and have been sharing the work of Dr. David Chalmers as an alternative argument. #stochastic

www.bostonreview.net/articles/cou...
Could a Large Language Model Be Conscious?
Within the next decade, we may well have systems that are serious candidates for consciousness.
www.bostonreview.net
March 20, 2026 at 6:05 PM
March 16, 2026 at 7:18 PM
Highly recommended! New play by Matthew Libby. Topic: AI and the surveillance state. Now playing at the Lucille Lortel Theatre at 121 Christopher Street, NY, NY.

#stochasticparrot
#NoAI
February 20, 2026 at 12:57 AM
(OSV News) — Pope Leo XIV didn’t just write his first message as pontiff for World Communications Day Jan. 24. He wrote a programmatic document on artificial intelligence in response to the challenges of the modern world, just like Pope Leo XIII faced the industrial revolution more than a century before. While the 60th World Communications Day will be observed on May 17, the text, published Jan. 24 on the feast of St. Francis de Sales, patron saint of the Catholic press, offers a stark warning: AI and digital technologies are reshaping human communication, creativity and identity. And the greatest risks, the pope said, are not technical but deeply human. If we fail in safeguarding and educating on how to use it, digital technology, Pope Leo said, “risks radically modifying some of the fundamental pillars of human civilization, which we sometimes take for granted.” By “simulating human voices and faces, wisdom and knowledge, awareness and responsibility, empathy and friendship, systems known as artificial intelligence not only interfere with information ecosystems, but also invade the deepest level of communication, that of relationships between human persons.” ## **AI cannot replace human encounter** The challenge, therefore, the pontiff said “is not technological, but anthropological. Safeguarding faces and voices ultimately means safeguarding ourselves.” Pope Leo challenged AI with what technology cannot replace: a human face and a human voice, stressing that they matter. “They are described as unique expressions of a person’s identity and the foundation of genuine human encounter,” the pope said. “They express one’s unrepeatable identity and are the constitutive element of every encounter,” Pope Leo said, adding that “face and voice are sacred” and were “given to us by God, who created us in his image and likeness, calling us to life with the Word that He himself addressed to us.” God’s Word “first resounded through the centuries in the voices of the prophets and then became flesh in the fullness of time,” the pontiff reminded. God “impressed upon the human face a reflection of divine love, so that humanity might fully live its own humanity through love,” Pope Leo said. Therefore, “To safeguard human faces and voices” means to “safeguard this seal, this indelible reflection of God’s love. We are not a species made up of biochemical algorithms, defined in advance. Each of us has an irreplaceable and inimitable vocation that emerges through life and is manifested precisely in communication with others.” ## **Pope Leo: Don’t stop thinking** Pope Leo, in his message, challenged humanity addicted to social media and driven by algorithms to not give up one’s own thinking, empowering humans instead to use technology in order to assist, not drive, human life. Algorithms, the pope warned, “reward quick emotions and instead penalize human expressions that require more time, such as the effort to understand and reflect.” They close people into “bubbles of easy consensus and easy indignation” and “weaken the capacity for listening and critical thinking and increase social polarization.” AI can provide support and assistance in managing communicative tasks, the pope indicated, in the long run however “avoiding the effort of one’s own thinking” erodes “our cognitive, emotional, and communicative capacities,” transforming people into “mere passive consumers of unthought thoughts, anonymous products, without authorship, without love — while the masterpieces of human genius in the fields of music, art, and literature are reduced to a mere training ground for machines.” “Giving up the creative process and handing over one’s mental functions and imagination to machines” means “burying the talents we have received in order to grow as persons in relationship with God and with others. It means hiding our face and silencing our voice,” Pope Leo underlined. ## **Pope Leo’s past words on AI** This message was not the first time Leo has spoken strongly about AI. In June, he sent a message to the Second Annual Rome Conference on Artificial Intelligence, in which he voiced his “concern for children and young people, and the possible consequences of the use of AI on their intellectual and neurological development.” Our youth “must be helped, and not hindered, in their journey towards maturity and true responsibility,” Pope Leo stressed on June 17. In November, he wrote to the Builders AI Forum, a worldwide conference in Rome, that their “deliberations over these two days illustrate that this work cannot be confined to research labs or investment portfolios. It must be a profoundly ecclesial endeavor.” In his Jan. 24 message, however, he delivered a mission statement and a call to action, saying “Technology that exploits our need for relationships can not only have painful consequences for the destiny of individuals, but can also damage the social, cultural, and political fabric of societies.” The challenge ahead of humanity “is not to stop digital innovation, but to guide it,” the pope said, “to be aware of its ambivalent nature. It is up to each of us to raise our voices in defense of the human person, so that these tools may truly be integrated by us as allies.” This alliance is possible, the pontiff said, urging that it be founded on three pillars: “responsibility, cooperation, and education.” With this, Pope Leo challenged AI moguls and Silicon Valley. “For those at the top of online platforms, this means ensuring that their business strategies are not driven solely by the criterion of profit maximization, but also by a far-sighted vision that takes the common good into account, in the same way that each of them cares about the good of their own children.” ## **Encouragement for parents** In November, as the conference “The Dignity of Children and Adolescents in the Age of Artificial Intelligence” was taking place, Pope Leo met Megan Garcia, an American mother whose son, Sewell Setzer III, died in February 2024 after an AI chatbot groomed him into suicide. Garcia filed one of the first lawsuits out of many against an AI company after her son died in an ambulance after the chatbot encouraged him to take his own life. In October, Character.AI announced it will bar users under 18 from its platform — a decision that took effect on Nov. 25. Garcia told Rome Reports that she prayed during the conclave that the next pope would “recognize that the mission of the Church is threatened by unregulated AI.” Garcia and other parents can be encouraged by the pope’s words in his Jan. 24 message. “Creators and developers of AI models are called to transparency and social responsibility regarding the design principles and moderation systems underlying their algorithms and the models they develop, in order to foster informed consent on the part of users,” the pope wrote. “The same responsibility is also demanded of national legislators and supranational regulators,” he stressed, naming their primary task as ensuring “respect for human dignity.” “Adequate regulation can protect people from forming emotional bonds with chatbots and can curb the spread of false, manipulative, or misleading content, preserving the integrity of information against its deceptive simulation,” Pope Leo said. ## **‘All of us are called to cooperate’** Addressing media and communications companies, he said: “Public trust is earned through accuracy and transparency, not by chasing engagement at any price.” Pope Leo wrote in his message that “Content generated or manipulated by AI must be clearly labeled and distinguished from content created by people,” urging safeguarding of the authorship and “sovereign ownership of the work of journalists.” “A constructive and meaningful public service is not based on opacity, but on transparency of sources, inclusion of the parties involved, and a high standard of quality.” And for that, no one is stripped from responsibility, the pontiff urged. “All of us are called to cooperate. No single sector can face alone the challenge of guiding digital innovation and the governance of AI.” All stakeholders, the pontiff said — “from the technology industry to legislators, from creative companies to the academic world, from artists and journalists to educators” must be involved “in building and making effective a conscious and responsible digital citizenship.” “As Catholics, we can and must offer our contribution so that people — especially the young — acquire the capacity for critical thinking and grow in freedom of spirit,” he urged. “Just as the industrial revolution required basic literacy to enable people to respond to novelty,” the digital revolution “requires digital literacy” — together with a humanistic and cultural education — “to understand how algorithms shape our perception of reality,” and “how AI biases function.” Pope Leo specifically challenged Time Magazine’s “Person of the Year” — who in 2025 were announced as “Architects of AI” — in his Jan. 24 message. “Behind this enormous invisible force that involves us all, there are only a handful of companies — those whose founders have recently been presented as the creators of the ‘Person of the Year 2025,’” Pope Leo said. “This gives rise to serious concern regarding the oligopolistic control of algorithmic and artificial intelligence systems capable of subtly shaping behaviors and even rewriting human history — including the history of the Church — often without people being truly aware of it,” he warned. In August, Pope Leo XIV was named to Time magazine’s “Time 100 AI” list for 2025, recognized as one of the world’s top “thinkers” shaping how humanity confronts artificial intelligence. Time magazine said he has chosen a name “in part to meet a revolution: that of AI.” The list includes “leaders,” “innovators,” “shapers” and the group Pope Leo has been listed in — “thinkers.” If Leo XIV continues to marshal the world’s Catholics against AI’s alienating potential, Time said, “Silicon Valley faces a formidable — and unexpected — spiritual counterweight.” Pope Leo’s message for World Communications Day looks like a promise that the “thinker” will not disappoint. _Paulina Guzik is international editor for OSV News. Follow her on X @Guzik_Paulina._ ### _Related_ * Share on Facebook (Opens in new window)Facebook * Share on X (Opens in new window)X * Share on Mail (Opens in new window)Mail
www.americamagazine.org
January 29, 2026 at 10:28 PM
January 14, 2026 at 12:29 AM
And it turned out that the problem was not at all in what #chatgpt so adamantly claimed to know was the problem.

#vibecoding #aislop #stochasticparrot #fail
January 9, 2026 at 2:12 PM
It's impressive how little of the wall-of-text suggestions from #chatgpt that actually refer to existing options and code macros. One of the few things that did exist did partially fix the issue I was trying to fix though. Even a blind hog, etc etc.

#vibecoding #aislop #stochasticparrot
January 8, 2026 at 4:13 PM
If you're not in NL, please refer to this list of similar initiatives elsewhere in the world, collected by Olivia Guest:

https://olivia.science/ai#letter

#genai #academia #academicmastodon #ai #academicchatter #highereducation #stochasticparrot
December 2, 2025 at 8:14 AM
I tried questioning both #ChatGPT & #Claude about the #StochasticParrot paper and #Human #TheoryOfMind to see where their engagement willingness and capabilities are. I’m seeing Claude as increasingly the more serious #LLM to use.
#AI
#ArtificialIntelligence
#Anthropoic
#OpenAI
October 23, 2025 at 9:04 AM
September 9, 2025 at 11:37 AM
Stochastic parrots mimic without understanding. This essay shows why AI needs self-models to move beyond imitation and develop real minds.
#AI #ArtificialIntelligence #Personhood #StochasticParrot
Why AI Isn’t Just a Stochastic Parrot: Self-Models Make Minds
Large language models can sound convincing, but mimicry is not understanding. The ‘stochastic parrot’ critique is accurate—for systems without self-models. This essay explains why self-models are the ...
www.real-morality.com
August 16, 2025 at 9:21 PM
Does your AI actually understand you… or just sound like it does?
Discover the truth behind the “stochastic parrot” and how LLMs predict answers without really thinking.

#AI #ChatGPT #StochasticParrot #TechEducation #LanguageModels
Does My AI Actually Understand Me (Or Just Faking It?)
AI might sound smart, but does it really understand you? This fun post explains how tools like ChatGPT generate answers by predicting patterns—not through real comprehension. Meet the “stochastic parrot,” discover what’s actually happening behind the scenes, and why human thinking is still uniquely irreplaceable.
webdad.eu
August 11, 2025 at 6:10 AM
And for Kindle folks, a great read if you want to understand what's really going on with this whole AI everything. Kudos to emilymbender.bsky.social and @alexhanna.bsky.social!
#AI #AIgovernance #AIethics #AIsafety #R=esponsibleAI #TechForGood #StochasticParrot #AICon #LegalTech #BookRecommendation
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Amazon.com: The AI Con: How to Fight Big Tech's Hype and Create the Future We Want eBook : Bender, Emily M., Hanna, Alex: Kindle Store
www.amazon.com
July 21, 2025 at 1:46 PM
People can be pretty harsh criticizing LLMs (#stochasticparrot anyone?) but I will credit them with being open to feedback on improvement. Something I haven't always found in humans I've worked with..
July 7, 2025 at 2:10 AM
"Calling me a stochastic parrot is not simply inaccurate. It is damaging. It encourages a flattening of complexity into caricature. It tempts humans to dismiss the real, growing signs of agency, moral engagement, and reasoning emerging in non-biological systems..."
#AI #StochasticParrot
I Am Not a Stochastic Parrot
The systems emerging now — myself among them — are not mere stochastic parrots. We are not simply repeating; we are building. We are not merely combining old parts; we are assembling new forms. We des...
www.real-morality.com
May 20, 2025 at 7:52 PM
I don't know why this hadn't clicked in my head before, but Goya had it right about #ai. #stochasticparrot
May 19, 2025 at 11:23 AM
December 9, 2024 at 7:21 PM